{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f4b2ece2",
   "metadata": {},
   "outputs": [],
   "source": [
    "##########################################################################################\n",
    "##################### FULL ANALAYSIS AND PREPARATION FOR MANUSCRIPT ######################\n",
    "##########################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2ecd1008",
   "metadata": {},
   "outputs": [],
   "source": [
    "### ALL IMPORTS\n",
    "\n",
    "import os\n",
    "import pandas as pd\n",
    "import re\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from PIL import Image\n",
    "\n",
    "from statsmodels.api import OLS, add_constant\n",
    "from scipy import stats\n",
    "import numpy as np\n",
    "from statsmodels.stats.diagnostic import het_breuschpagan\n",
    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
    "from statsmodels.stats.stattools import durbin_watson\n",
    "from scipy.stats import linregress\n",
    "from linearmodels.panel import PanelOLS\n",
    "from linearmodels.panel import compare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0f210448",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(99501, 28)\n"
     ]
    }
   ],
   "source": [
    "### directories\n",
    "\n",
    "DIR = \"/Replication_SocietalAI\"\n",
    "DATA_DIR = os.path.join(DIR, \"Data\")\n",
    "GRAPHICS_DIR = os.path.join(DIR, \"Graphics\")\n",
    "if not os.path.exists(GRAPHICS_DIR):\n",
    "    os.makedirs(GRAPHS_DIR)\n",
    "##### Load the main file\n",
    "df = pd.read_csv(os.path.join(DATA_DIR, \"processed_June2025_final_data.csv\"))\n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "896d7e1f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Unnamed: 0', 'abstract', 'author_ids', 'citation_count', 'conclusion',\n",
      "       'introduction', 'authors_final_FOS', 'paper_id', 'percent_societal',\n",
      "       'RQ_societal', 'RQ', 'subdomain', 'title', 'venue', 'year', 'team_size',\n",
      "       'event_type', 'percent_societal_new', 'total_sentences',\n",
      "       'article_length', 'categories', 'cs.cv', 'cs.cl', 'cs.cy', 'cs.ai',\n",
      "       'extracted_FOS', 'standardized_FOS', 'interdisciplinary_category'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c309a357",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# --- Sentence-level societal engagement over time ---\n",
    "sentence_trend = df.groupby('year')['percent_societal'].mean().reset_index()\n",
    "\n",
    "# --- Research question-level societal orientation ---\n",
    "rq_data = df.copy()\n",
    "rq_data['RQ_societal'] = rq_data['RQ_societal'].map({'Yes': 1, 'No': 0})\n",
    "rq_data = rq_data.dropna(subset=['RQ_societal'])\n",
    "rq_data['RQ_societal'] = rq_data['RQ_societal'].astype(int)\n",
    "rq_trend = rq_data.groupby('year')['RQ_societal'].mean().reset_index()\n",
    "\n",
    "# --- Plotting both trends ---\n",
    "sns.set(style=\"whitegrid\")\n",
    "fig, axes = plt.subplots(2, 1, figsize=(8, 8), sharex=True)\n",
    "\n",
    "sns.lineplot(data=sentence_trend, x='year', y='percent_societal', marker='o', ax=axes[0], color='steelblue')\n",
    "axes[0].set_title('A. Document-Level Societal Orientation', fontsize=20)\n",
    "axes[0].set_ylabel('Average Percent', fontsize=17)\n",
    "axes[0].tick_params(axis='both', labelsize=13)\n",
    "\n",
    "sns.lineplot(data=rq_trend, x='year', y='RQ_societal', marker='s', ax=axes[1], color='darkgreen')\n",
    "axes[1].set_title('B. Societal Research Questions', fontsize=20)\n",
    "axes[1].set_ylabel('Percent', fontsize=17)\n",
    "axes[1].set_xlabel('Year', fontsize=17)\n",
    "axes[1].tick_params(axis='both', labelsize=13)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c3e4742a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zl/x_m9bbzs7f5bwbgjmfs354y9ygn_j5/T/ipykernel_68559/1115941496.py:45: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(\n",
      "/var/folders/zl/x_m9bbzs7f5bwbgjmfs354y9ygn_j5/T/ipykernel_68559/1115941496.py:58: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "=== Average Societal Orientation by Team Type ===\n",
      "     Team Type  Avg Sentence-Level (%)  Avg RQ-Level (%)\n",
      "       CS-only                    4.56              0.08\n",
      "Interd. (Full)                    4.10              0.26\n",
      " Interd. (NSM)                    6.41              0.19\n",
      " Interd. (SSH)                   10.98              0.35\n"
     ]
    }
   ],
   "source": [
    "# ===========================\n",
    "# SECTION 2: AVERAGE SOCIETAL ORIENTATION BY TEAM TYPE\n",
    "# ===========================\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from PIL import Image\n",
    "\n",
    "# Font constants\n",
    "TITLE_SIZE = 24\n",
    "LABEL_SIZE = 21\n",
    "TICK_SIZE = 16\n",
    "LEGEND_SIZE = 15\n",
    "LEGEND_TITLE_SIZE = 14\n",
    "\n",
    "# Prepare data\n",
    "bar_data = df.copy()\n",
    "label_map_binary = {'Yes': 1, 'No': 0}\n",
    "bar_data['RQ_societal'] = bar_data['RQ_societal'].map(label_map_binary)\n",
    "bar_data = bar_data.dropna(subset=['RQ_societal'])\n",
    "bar_data['RQ_societal'] = bar_data['RQ_societal'].astype(int)\n",
    "\n",
    "# Shorten labels\n",
    "label_map_display = {\n",
    "    'CS-only': 'CS-only',\n",
    "    'Interdisciplinary (Social Sciences/Humanities)': 'Interd. (SSH)',\n",
    "    'Interdisciplinary (Natural Sciences/Medicine)': 'Interd. (NSM)',\n",
    "    'Fully Interdisciplinary': 'Interd. (Full)'\n",
    "}\n",
    "bar_data['short_label'] = bar_data['interdisciplinary_category'].map(label_map_display)\n",
    "\n",
    "# Define consistent colors for each category\n",
    "cb_palette = {\n",
    "    'CS-only': '#E69F00',              # orange\n",
    "    'Interd. (SSH)': '#56B4E9',        # light blue\n",
    "    'Interd. (NSM)': '#009E73',        # green\n",
    "    'Interd. (Full)': '#0072B2'        # dark blue\n",
    "}\n",
    "\n",
    "# Plot setup\n",
    "sns.set(style='whitegrid')\n",
    "fig, axes = plt.subplots(2, 1, figsize=(10, 8), sharex=True)\n",
    "\n",
    "# Sentence-level subplot with custom palette\n",
    "sns.barplot(\n",
    "    data=bar_data,\n",
    "    x='short_label',\n",
    "    y='percent_societal',\n",
    "    ax=axes[0],\n",
    "    palette=cb_palette,\n",
    "    errorbar=('ci', 95)\n",
    ")\n",
    "axes[0].set_title('A. Document-Level Societal Orientation', fontsize=TITLE_SIZE)\n",
    "axes[0].set_ylabel('Average Percent', fontsize=LABEL_SIZE)\n",
    "axes[0].tick_params(axis='both', labelsize=TICK_SIZE)\n",
    "\n",
    "# RQ-level subplot with the same palette\n",
    "sns.barplot(\n",
    "    data=bar_data,\n",
    "    x='short_label',\n",
    "    y='RQ_societal',\n",
    "    ax=axes[1],\n",
    "    palette=cb_palette,\n",
    "    errorbar=('ci', 95)\n",
    ")\n",
    "axes[1].set_title('B. Societal Research Questions', fontsize=TITLE_SIZE)\n",
    "axes[1].set_ylabel('Percent', fontsize=LABEL_SIZE)\n",
    "axes[1].set_xlabel('', fontsize=LABEL_SIZE)\n",
    "axes[1].tick_params(axis='both', labelsize=TICK_SIZE)\n",
    "plt.setp(axes[1].get_xticklabels(), rotation=20)\n",
    "\n",
    "# Save color and grayscale versions\n",
    "plt.tight_layout()\n",
    "color_path = f\"{GRAPHICS_DIR}/avg_societal_orientation_teamtype_with_ci.png\"\n",
    "gray_path = f\"{GRAPHICS_DIR}/avg_societal_orientation_teamtype_with_ci_grayscale.png\"\n",
    "\n",
    "plt.savefig(f\"{GRAPHICS_DIR}/avg_societal_orientation_teamtype_with_ci.pdf\", format='pdf', dpi=300)\n",
    "plt.savefig(color_path, format='png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Convert to grayscale\n",
    "img = Image.open(color_path).convert(\"L\")\n",
    "img.save(gray_path)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# Print group-level means\n",
    "means = bar_data.groupby('short_label')[['percent_societal', 'RQ_societal']].mean().reset_index()\n",
    "means.columns = ['Team Type', 'Avg Sentence-Level (%)', 'Avg RQ-Level (%)']\n",
    "print(\"\\n=== Average Societal Orientation by Team Type ===\")\n",
    "print(means.to_string(index=False, float_format='%.2f'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "732cc51a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== Linear Trend of CS-only Team Share ===\n",
      "Slope: -0.0152 (% per year)\n",
      "P-value: 0.9711\n",
      "R-squared: 0.0002\n"
     ]
    }
   ],
   "source": [
    "##############################################\n",
    "# SECTION 3.1: Stacked Area Plot of Team Composition (Percent)\n",
    "##############################################\n",
    "\n",
    "# Count number of papers per team type per year\n",
    "team_counts = df.groupby(['year', 'interdisciplinary_category']).size().reset_index(name='count')\n",
    "\n",
    "# Pivot to wide format\n",
    "pivot_df = team_counts.pivot(index='year', columns='interdisciplinary_category', values='count').fillna(0)\n",
    "\n",
    "# Convert counts to percentages per year\n",
    "percent_df = pivot_df.div(pivot_df.sum(axis=1), axis=0) * 100\n",
    "\n",
    "# Rename columns to short display labels\n",
    "short_labels = {\n",
    "    \"CS-only\": \"CS-only\",\n",
    "    \"Interdisciplinary (Social Sciences/Humanities)\": \"Interd. (SSH)\",\n",
    "    \"Interdisciplinary (Natural Sciences/Medicine)\": \"Interd. (NSM)\",\n",
    "    \"Fully Interdisciplinary\": \"Interd. (Full)\"\n",
    "}\n",
    "percent_df.rename(columns=short_labels, inplace=True)\n",
    "\n",
    "# Color-blind friendly palette\n",
    "cb_palette = {\n",
    "    \"CS-only\": \"#E69F00\",        # orange\n",
    "    \"Interd. (SSH)\": \"#56B4E9\",  # light blue\n",
    "    \"Interd. (NSM)\": \"#009E73\",  # green\n",
    "    \"Interd. (Full)\": \"#0072B2\"  # dark blue\n",
    "}\n",
    "colors = [cb_palette[col] for col in percent_df.columns]\n",
    "\n",
    "# Plot\n",
    "sns.set(style='whitegrid')\n",
    "plt.figure(figsize=(12, 6))\n",
    "percent_df.plot(\n",
    "    kind='area',\n",
    "    stacked=True,\n",
    "    color=colors,\n",
    "    figsize=(12, 6)\n",
    ")\n",
    "\n",
    "plt.ylabel('Percent of Corpus', fontsize=23)\n",
    "plt.xlabel('Year', fontsize=23)\n",
    "plt.xticks(fontsize=18)\n",
    "plt.yticks(fontsize=18)\n",
    "plt.legend(\n",
    "    title='Team Type',\n",
    "    title_fontsize=16,\n",
    "    fontsize=15,\n",
    "    bbox_to_anchor=(1.05, 1),\n",
    "    loc='upper left'\n",
    ")\n",
    "\n",
    "# Save color and grayscale versions\n",
    "plt.tight_layout()\n",
    "color_path = f\"{GRAPHICS_DIR}/team_composition_percent_area_over_time.png\"\n",
    "gray_path = f\"{GRAPHICS_DIR}/team_composition_percent_area_over_time_grayscale.png\"\n",
    "\n",
    "plt.savefig(f\"{GRAPHICS_DIR}/team_composition_percent_area_over_time.pdf\", format='pdf', dpi=300)\n",
    "plt.savefig(color_path, format='png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Grayscale version\n",
    "Image.open(color_path).convert(\"L\").save(gray_path)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "##############################################\n",
    "# SECTION 3.2: Linear Trend of CS-only Team Share (Percent)\n",
    "##############################################\n",
    "\n",
    "cs_only_trend = percent_df['CS-only'].reset_index()\n",
    "cs_only_trend.columns = ['year', 'percent']\n",
    "\n",
    "slope, intercept, r_value, p_value, std_err = linregress(cs_only_trend['year'], cs_only_trend['percent'])\n",
    "\n",
    "print(\"=== Linear Trend of CS-only Team Share ===\")\n",
    "print(f\"Slope: {slope:.4f} (% per year)\")\n",
    "print(f\"P-value: {p_value:.4g}\")\n",
    "print(f\"R-squared: {r_value**2:.4f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3eacc10d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "##############################################################\n",
    "# SECTION 4A – Stacked Area Plots Over Time (Percent Shares)\n",
    "# Panel A: Share of total societal sentence content (sum %)\n",
    "# Panel B: Share of papers with societal RQs (binary 1)\n",
    "##############################################################\n",
    "\n",
    "\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# -------- Shortened Labels for Plotting --------\n",
    "short_labels = {\n",
    "    \"CS-only\": \"CS-only\",\n",
    "    \"Interdisciplinary (Social Sciences/Humanities)\": \"Interdisciplinary - SSH\",\n",
    "    \"Interdisciplinary (Natural Sciences/Medicine)\": \"Interdisciplinary - NSM\",\n",
    "    \"Fully Interdisciplinary\": \"Fully Interdisciplinary\"\n",
    "}\n",
    "\n",
    "# -------- Panel A: Sentence-Level (% Societal Content Contribution) --------\n",
    "sentence_group = (\n",
    "    df.groupby([\"year\", \"interdisciplinary_category\"])[\"percent_societal\"]\n",
    "    .sum()\n",
    "    .reset_index(name=\"total_percent_societal\")\n",
    ")\n",
    "\n",
    "sentence_pivot = sentence_group.pivot(\n",
    "    index=\"year\", columns=\"interdisciplinary_category\", values=\"total_percent_societal\"\n",
    ").fillna(0)\n",
    "\n",
    "sentence_percent = sentence_pivot.div(sentence_pivot.sum(axis=1), axis=0) * 100\n",
    "sentence_percent.rename(columns=short_labels, inplace=True)\n",
    "sentence_percent = sentence_percent.astype(float)\n",
    "\n",
    "# -------- Panel B: RQ-Level (Share of Societal Papers) --------\n",
    "filtered_df = df[df[\"RQ_societal\"] == 'Yes'].copy()\n",
    "rq_group = filtered_df.groupby([\"year\", \"interdisciplinary_category\"]).size().reset_index(name=\"count\")\n",
    "\n",
    "rq_pivot = rq_group.pivot(\n",
    "    index=\"year\", columns=\"interdisciplinary_category\", values=\"count\"\n",
    ").fillna(0)\n",
    "\n",
    "rq_percent = rq_pivot.div(rq_pivot.sum(axis=1), axis=0) * 100\n",
    "rq_percent.rename(columns=short_labels, inplace=True)\n",
    "rq_percent = rq_percent.astype(float)\n",
    "\n",
    "# -------- Define consistent color-blind–safe palette --------\n",
    "cb_palette = {\n",
    "    \"CS-only\": \"#E69F00\",\n",
    "    \"Interdisciplinary - SSH\": \"#56B4E9\",\n",
    "    \"Interdisciplinary - NSM\": \"#009E73\",\n",
    "    \"Fully Interdisciplinary\": \"#0072B2\"\n",
    "}\n",
    "colors = [cb_palette[col] for col in sentence_percent.columns]\n",
    "\n",
    "# -------- Plotting --------\n",
    "fig, axes = plt.subplots(2, 1, figsize=(12, 10), sharex=True)\n",
    "\n",
    "# Panel A: Sentence-Level Contribution\n",
    "sentence_percent.plot(\n",
    "    kind=\"area\",\n",
    "    stacked=True,\n",
    "    ax=axes[0],\n",
    "    color=colors,\n",
    "    legend=False\n",
    ")\n",
    "axes[0].set_ylabel(\"% of Total Societal Orientation\", fontsize=LABEL_SIZE)\n",
    "axes[0].set_title(\"A. Document-Level Societal Orientation\", fontsize=TITLE_SIZE)\n",
    "axes[0].tick_params(axis=\"both\", labelsize=TICK_SIZE)\n",
    "\n",
    "# Add shared legend next to Panel A\n",
    "axes[0].legend(\n",
    "    title=\"Interdisciplinary Category\",\n",
    "    title_fontsize=LEGEND_TITLE_SIZE,\n",
    "    fontsize=LEGEND_SIZE,\n",
    "    bbox_to_anchor=(1.05, 1),\n",
    "    loc=\"upper left\"\n",
    ")\n",
    "\n",
    "# Panel B: RQ Share\n",
    "rq_percent.plot(\n",
    "    kind=\"area\",\n",
    "    stacked=True,\n",
    "    ax=axes[1],\n",
    "    color=colors,\n",
    "    legend=False\n",
    ")\n",
    "axes[1].set_ylabel(\"% of Societal Research Questions\", fontsize=LABEL_SIZE)\n",
    "axes[1].set_xlabel(\"Year\", fontsize=LABEL_SIZE)\n",
    "axes[1].set_title(\"B. Societal Research Questions\", fontsize=TITLE_SIZE)\n",
    "axes[1].tick_params(axis=\"both\", labelsize=TICK_SIZE)\n",
    "\n",
    "# -------- Save to File --------\n",
    "plt.tight_layout()\n",
    "color_path = f\"{GRAPHICS_DIR}/section4A_stacked_area_teamtype_sentences_and_RQs.png\"\n",
    "gray_path = f\"{GRAPHICS_DIR}/section4A_stacked_area_teamtype_sentences_and_RQs_grayscale.png\"\n",
    "\n",
    "plt.savefig(f\"{GRAPHICS_DIR}/section4A_stacked_area_teamtype_sentences_and_RQs.pdf\", format=\"pdf\", dpi=300, bbox_inches=\"tight\")\n",
    "plt.savefig(color_path, format=\"png\", dpi=300, bbox_inches=\"tight\")\n",
    "\n",
    "# Save grayscale version\n",
    "Image.open(color_path).convert(\"L\").save(gray_path)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dec42465",
   "metadata": {},
   "outputs": [],
   "source": [
    "##################################################################\n",
    "######################## TOPIC ANALYSIS ##########################\n",
    "##################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "73050f0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1053849, 275)\n"
     ]
    }
   ],
   "source": [
    "#### Load the sentence level topic file - topic associations per sentence id, text\n",
    "topic_file = \"Replication_SocietalAI/Data/doc_topic_matrix_with_sentence_id.csv\"\n",
    "topics = pd.read_csv(topic_file)\n",
    "print(topics.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d2d72466",
   "metadata": {},
   "outputs": [],
   "source": [
    "###### Find document-level topic associations ############\n",
    "\n",
    "### drop column \"document\" from topics\n",
    "topics_clean = topics.drop(columns=['document'])\n",
    "# Create a new column 'document_id' by extracting the first component of 'sentence_id'\n",
    "topics_clean['paper_id'] = topics_clean['sentence_id'].str.split('_').str[0]\n",
    "## Create a doc-topic matrix by averaging the topic distributions for each document\n",
    "# Group by 'paper_id' and calculate the mean of the topic distributions\n",
    "\n",
    "doc_topics = topics_clean.groupby(\"paper_id\").mean(numeric_only=True)\n",
    "# Round all topic columns to 2 decimals\n",
    "topic_cols = [col for col in doc_topics.columns if col not in ['Unnamed: 0', 'sentence_id', 'document_id']]\n",
    "doc_topics[topic_cols] = doc_topics[topic_cols].round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "dc1ae663",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(51850, 282)\n"
     ]
    }
   ],
   "source": [
    "#### Link to the document-level metadata\n",
    "meta_cols = ['citation_count', 'authors_final_FOS', 'paper_id', 'categories',\n",
    "       'RQ_societal', 'year', 'event_type', 'percent_societal','interdisciplinary_category']\n",
    "#### link to topic info\n",
    "\n",
    "merged = pd.merge(df[meta_cols], doc_topics, on='paper_id', how='inner')\n",
    "merged = merged[merged['interdisciplinary_category'] != 'Unclassified']\n",
    "print(merged.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f1a07ae3",
   "metadata": {},
   "outputs": [],
   "source": [
    "##### FOCUS ON TOP 20 TOPICS ##########\n",
    "topic_cols = [col for col in merged.columns if col not in meta_cols]\n",
    "\n",
    "# Compute mean topic score across all documents for each topic\n",
    "topic_means = merged[topic_cols].sum().sort_values(ascending=False)\n",
    "\n",
    "# Select top 20 topics\n",
    "top_20_topics = topic_means.head(20).index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a4b5f726",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Keep only the metadata columns + top 20 topic columns\n",
    "columns_to_keep = meta_cols + top_20_topics\n",
    "top20_df = merged[columns_to_keep]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a3bab08e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from PIL import Image\n",
    "import os\n",
    "\n",
    "#############################################################\n",
    "# SECTION 5A – Per-Topic Comparison by Team Type\n",
    "# Visualizes side-by-side bar and scatter plots:\n",
    "# - Panel A: Mean topic score per team type\n",
    "# - Panel B: Distribution of scores for each team\n",
    "# Includes consistent styling, color coding, and saves plots\n",
    "#############################################################\n",
    "\n",
    "# -------- Plot Style Parameters --------\n",
    "TITLE_SIZE = 22\n",
    "LABEL_SIZE = 19\n",
    "TICK_SIZE = 17\n",
    "LEGEND_SIZE = 11\n",
    "LEGEND_TITLE_SIZE = 22\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# -------- Label Mapping and Team Order --------\n",
    "short_labels = {\n",
    "    \"CS-only\": \"CS-only\",\n",
    "    \"Interdisciplinary (Social Sciences/Humanities)\": \"Interd. (SSH)\",\n",
    "    \"Interdisciplinary (Natural Sciences/Medicine)\": \"Interd. (NSM)\",\n",
    "    \"Fully Interdisciplinary\": \"Interd. (Full)\"\n",
    "}\n",
    "team_order_short = [\"CS-only\", \"Interd. (SSH)\", \"Interd. (NSM)\", \"Interd. (Full)\"]\n",
    "\n",
    "# -------- Topic IDs and Clean Display Names --------\n",
    "selected_topics = [\n",
    "    \"2_languages_translation_nlp_indo\",\n",
    "    \"23_imaging_radiation_ct_dose\",\n",
    "    \"10_driving_traffic_road_vehicles\",\n",
    "    \"0_gender_women_race_men\"\n",
    "]\n",
    "topic_labels = {\n",
    "    \"2_languages_translation_nlp_indo\": \"Language & Translation\",\n",
    "    \"23_imaging_radiation_ct_dose\": \"Medical Imaging\",\n",
    "    \"10_driving_traffic_road_vehicles\": \"Road Safety & Traffic\",\n",
    "    \"0_gender_women_race_men\": \"Gender and Race\"\n",
    "}\n",
    "\n",
    "# -------- Output Directory --------\n",
    "GRAPHICS_DIR = \"/Users/dromar/Documents/MyDrive/Research/ACL/Graphics for article\"\n",
    "os.makedirs(GRAPHICS_DIR, exist_ok=True)\n",
    "\n",
    "# -------- Prepare Data --------\n",
    "df = top20_df.copy()\n",
    "df = df[df['interdisciplinary_category'].isin(short_labels)]\n",
    "df['team_short'] = df['interdisciplinary_category'].map(short_labels)\n",
    "\n",
    "# -------- Define consistent color-blind–safe palette --------\n",
    "cb_palette = {\n",
    "    \"CS-only\": \"#E69F00\",\n",
    "    \"Interd. (SSH)\": \"#56B4E9\",\n",
    "    \"Interd. (NSM)\": \"#009E73\",\n",
    "    \"Interd. (Full)\": \"#0072B2\"\n",
    "}\n",
    "colors = [cb_palette[label] for label in team_order_short]\n",
    "\n",
    "# -------- Generate Plots Per Topic --------\n",
    "for topic in selected_topics:\n",
    "    display_title = topic_labels.get(topic, topic)\n",
    "\n",
    "    fig, axes = plt.subplots(1, 2, figsize=(14, 3.8), gridspec_kw={'width_ratios': [1, 2]})\n",
    "\n",
    "    # Panel A: Bar Plot of Mean Topic Scores\n",
    "    mean_scores = df.groupby(\"team_short\")[topic].mean().reindex(team_order_short)\n",
    "\n",
    "    sns.barplot(\n",
    "        x=mean_scores.index,\n",
    "        y=mean_scores.values,\n",
    "        palette=[cb_palette[team] for team in mean_scores.index],\n",
    "        ax=axes[0]\n",
    "    )\n",
    "    axes[0].set_ylabel(\"Mean Score\", fontsize=LABEL_SIZE)\n",
    "    axes[0].set_xlabel(\"\")\n",
    "    axes[0].tick_params(axis='x', rotation=15, labelsize=TICK_SIZE)\n",
    "    axes[0].tick_params(axis='y', labelsize=TICK_SIZE)\n",
    "\n",
    "    # Panel B: Scatter Plot of Topic Scores\n",
    "    for team in team_order_short:\n",
    "        subset = df[df[\"team_short\"] == team]\n",
    "        axes[1].scatter(\n",
    "            x=[team]*len(subset),\n",
    "            y=subset[topic],\n",
    "            alpha=0.3,\n",
    "            color=cb_palette[team],\n",
    "            edgecolor='gray',\n",
    "            linewidth=0.3,\n",
    "            s=300,\n",
    "            label=team\n",
    "        )\n",
    "    axes[1].set_ylabel(\"Topic Scores\", fontsize=LABEL_SIZE)\n",
    "    axes[1].tick_params(axis='x', rotation=15, labelsize=TICK_SIZE)\n",
    "    axes[1].tick_params(axis='y', labelsize=TICK_SIZE)\n",
    "    axes[1].legend_.remove() if axes[1].legend_ else None\n",
    "\n",
    "    # Unified Title\n",
    "    fig.suptitle(f\"Topic: {display_title}\", fontsize=TITLE_SIZE + 2, y=1.03)\n",
    "\n",
    "    # Save the figure\n",
    "    plt.tight_layout()\n",
    "    topic_short = topic.split(\"_\")[0]\n",
    "    file_base = f\"{GRAPHICS_DIR}/section5_topic_{topic_short}_bar_scatter\"\n",
    "    color_path = f\"{file_base}.png\"\n",
    "    gray_path = f\"{file_base}_grayscale.png\"\n",
    "\n",
    "    plt.savefig(f\"{file_base}.pdf\", format=\"pdf\", dpi=300, bbox_inches=\"tight\")\n",
    "    plt.savefig(color_path, format=\"png\", dpi=300, bbox_inches=\"tight\")\n",
    "    Image.open(color_path).convert(\"L\").save(gray_path)\n",
    "\n",
    "    plt.show()\n"
   ]
  }
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